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This release is a snapshot of the code contained in this repository upon acceptance in Nature Communications of the paper "Continuous Estimation of Power System Inertia Using Convolutional Neural Networks", by Daniele Linaro, Federico Bizzarri, Davide del Giudice, Cosimo Pisani, Giorgio M. Giannuzzi, Samuele Grillo and Angelo Brambilla.